# Where each AI engine gets local business facts | AiSeoCourse.net > Which sources each engine leans on for local queries, what a citation looks like in each, and where to spend your effort first. URL: https://aiseocourse.net/guide/chatgpt-vs-ai-overviews-vs-perplexity-local-facts/ Last-Modified: 2026-09-21 Author: Adam Yong would turn main into a scroll container and break every \`position: sticky\` inside it. --> Skip to main content [#main-content →](#main-content) comparison Free guide # Where ChatGPT, AI Overviews and Perplexity get local business facts Which sources each engine leans on for local queries, what a citation looks like in each, and where to spend your effort first. update Updated September 21, 2026 schedule 6 min read school Part of How AI search picks local businesses [/lessons/how-ai-search-picks-local-businesses/ →](/lessons/how-ai-search-picks-local-businesses/) ![Three-column comparison of AI answer interfaces showing where citations appear in each](/images/featured/three-column-comparison-of-ai-answer-interfaces-sh.webp) ## Same mechanism, different source mixes All three engines follow the sequence described in Lesson 1: how AI search picks local businesses [/lessons/how-ai-search-picks-local-businesses/ →](/lessons/how-ai-search-picks-local-businesses/) : interpret the query, retrieve documents, ground the answer, cite sources. What differs is which documents they reach for first, and how they present the result. This matters when you have limited hours and want to know where they go. The short answer is that the overlap is large enough that engine-specific optimisation is rarely worth it for a local business. The longer answer is below. ![Matrix panel of engines against source types with weighted emphasis marks](/images/content/matrix-panel-of-engines-against-source-types-with-.webp) ## Google AI Overviews **What it leans on.** Google's own index. Google's guidance on AI features does not describe how Business Profile data is used, but it does list keeping your Business Profile up to date among its recommendations ( Google Search Central [https://developers.google.com/search/docs/appearance/ai-features →](https://developers.google.com/search/docs/appearance/ai-features) , page updated 10 December 2025, checked 21 September 2026). In the publisher's own prompt tests on local queries, hours, category and services from a profile appear in AI Overviews without a web page having to state them. That is the distinguishing feature. **What a citation looks like.** Links and site cards beside or beneath the summary block, usually a small number of sources. **What this means for you.** Profile work has its highest return here. A complete, accurate, correctly categorised profile is the difference between being available as a source and not existing. That is the case for doing Lesson 2 [/lessons/google-business-profile-for-ai-search/ →](/lessons/google-business-profile-for-ai-search/) before anything else. ## ChatGPT Search **What it leans on.** A web index plus live fetches when the question requires current information. OpenAI documents OAI-SearchBot for the index and ChatGPT-User for the live fetch ( OpenAI [https://developers.openai.com/api/docs/bots →](https://developers.openai.com/api/docs/bots) , checked 21 September 2026). It draws on business websites, directories and review platforms, reached by the crawlers covered in which AI crawlers read your site [/guide/which-ai-crawlers-read-your-site/ →](/guide/which-ai-crawlers-read-your-site/) . It has no documented access to Google Business Profile data, so anything only stated on your profile has to reach it second-hand through sites that publish the same facts. **What a citation looks like.** Inline source links and a sources list, with the named business often appearing in the sentence itself. **What this means for you.** Your website carries more weight here than it does on Google surfaces. If your hours, service area and pricing exist only on your profile and nowhere on your own site, ChatGPT has less to work with. Publishing those facts on your pages, as Lesson 3 [/lessons/local-site-content-ai-can-cite/ →](/lessons/local-site-content-ai-can-cite/) describes, closes that gap. ## Perplexity **What it leans on.** Its own index plus live retrieval: Perplexity documents PerplexityBot for the index and Perplexity-User for the fetch ( Perplexity [https://docs.perplexity.ai/guides/bots →](https://docs.perplexity.ai/guides/bots) , checked 21 September 2026). In the publisher's tests it tends to surface a wider spread of sources than the other two, including smaller sites and forum content. **What a citation looks like.** Numbered citations attached to individual sentences, which makes it the most useful engine for diagnosis: you can see exactly which claim came from which source. **What this means for you.** Use it as your diagnostic instrument even if your customers use something else. Because attribution is per-sentence, running your prompt set here tells you precisely which of your assets is feeding which fact, and which competitor is supplying the facts you are missing. ## A practical comparison | | Google AI Overviews | ChatGPT Search | Perplexity | | --- | --- | --- | --- | | Native access to your business profile | High | Low | Low | | Weight on your own website | Moderate | High | High | | Weight on directories and review sites | Moderate | Moderate | High | | Citation granularity | Source cards | Inline links | Per sentence | | Best used by you for | Profile impact | Site content impact | Diagnosis | This table is the publisher's own reading of local-query behaviour in September 2026, from its prompt tests on the sites it builds. No engine publishes these weightings. It will drift, which is why the next section matters more than the table. ## Where to spend your effort In order, and none of it is engine-specific: 1. **Complete and align your Google Business Profile.** It is the highest-value single asset and it feeds the engine most of your customers already use. 2. **Publish the same facts on your own site.** Hours, service areas, price ranges and named services, written as passages that stand alone. This is what makes you legible to the engines that cannot read your profile directly. 3. **Fix third-party records.** Aggregators first, then the directories that matter in your sector. 4. **Then measure.** Not before, because a baseline taken mid-fix tells you nothing. ## Why this page will date, and what to do about it Engine behaviour changes on their schedule. Interfaces change, weighting changes, a citation format that existed last quarter disappears. Any published comparison, including this one, is a snapshot. The durable move is to run your own test. The guide on testing whether ChatGPT recommends your business [/guide/how-to-test-whether-chatgpt-recommends-your-business/ →](/guide/how-to-test-whether-chatgpt-recommends-your-business/) gives a method that takes fifteen minutes, and Lesson 7 [/lessons/measure-your-ai-search-visibility/ →](/lessons/measure-your-ai-search-visibility/) turns it into a monthly routine. Your own dated observations beat anybody's comparison table, including ours. ## What a citation looks like in each, and why it matters Reading the citation format is a skill worth developing, because it tells you what to fix. **On Google AI Overviews**, sources appear as cards or links beside the summary. Fewer sources are shown than were consulted, so absence from the card list does not prove you were not read. The useful signal is whether your business is named in the text at all. **In ChatGPT Search**, links appear inline and in a sources list. Because your business name often appears in the sentence itself, this is the format where you can most clearly see whether you are being treated as a recommendation or merely as one of several options. **In Perplexity**, citations attach to individual sentences. That granularity is the most diagnostic of the three: you can tell exactly which source supplied the claim about hours, which supplied the claim about price, and which competitor supplied the sentence you wish described you. A practical routine follows from that. Run your prompt set in Perplexity first to diagnose which sources are feeding which facts, then check ChatGPT and AI Overviews to see whether the conclusion holds in the interfaces your customers actually use. ## A note on personalisation and location All three engines infer location, and two of them personalise on history. That means the answer you see is not necessarily the answer your customer sees. Three habits keep your testing honest. Always test logged out. Record the location you tested from, because a test run from home and a test run from a client site are not comparable. And never rephrase the prompt until you appear, which feels productive and proves nothing. The full method, including the traps, is in the guide on testing whether ChatGPT recommends your business [/guide/how-to-test-whether-chatgpt-recommends-your-business/ →](/guide/how-to-test-whether-chatgpt-recommends-your-business/) . ## Sources - Google Search Central, "AI features and your website", page updated 10 December 2025: https://developers.google.com/search/docs/appearance/ai-features [https://developers.google.com/search/docs/appearance/ai-features →](https://developers.google.com/search/docs/appearance/ai-features) (checked 17 September 2026) - OpenAI, crawler and user agent documentation: https://developers.openai.com/api/docs/bots [https://developers.openai.com/api/docs/bots →](https://developers.openai.com/api/docs/bots) (checked 21 September 2026) - Perplexity, crawler documentation: https://docs.perplexity.ai/guides/bots [https://docs.perplexity.ai/guides/bots →](https://docs.perplexity.ai/guides/bots) (checked 21 September 2026) - Google, "AI Mode in Search", 5 March 2025, describes query fan-out: https://blog.google/products-and-platforms/products/search/ai-mode-search/ [https://blog.google/products-and-platforms/products/search/ai-mode-search/ →](https://blog.google/products-and-platforms/products/search/ai-mode-search/) (checked 16 September 2026) Common questions ## Questions readers ask Which engine should I optimise for first? expand\_more None specifically. The shared foundation, a clean profile and citable pages, serves all three. If you must pick a starting point, work on the assets that every engine reads rather than one engine's interface quirks. Do AI Overviews use the same sources as normal Google results? expand\_more Largely yes, with additional weight on Google Business Profile data for local queries. That is why profile work has outsized returns on Google surfaces specifically. How often does this comparison change? expand\_more Frequently. This page is reviewed monthly, and you should re-run your own prompt test each quarter rather than relying on any published comparison, including this one. Does being cited by one engine help with the others? expand\_more Not directly, but the work does transfer. Consistent facts and specific pages improve your standing everywhere, because all three assemble answers from broadly similar source types. ## Guides in this cluster Short, evergreen answers that go deeper than the lesson itself. comparison ### AEO vs GEO vs local SEO: which one are you actually doing? One-line definitions of each, where they overlap, what a local business should actually care about, and why most vendor distinctions are marketing. [AEO vs GEO vs local SEO: which one are you actually doing? →](/guide/aeo-vs-geo-vs-local-seo/) definition ### Do you need to do anything different for GEO as a local business? A one-line gloss of GEO with the fuller definition on aiseocourse.wiki, then what a local business actually changes and what it can ignore. [Do you need to do anything different for GEO as a local business? →](/guide/what-is-generative-engine-optimization/) definition ### Which AI crawlers read your site: GPTBot, PerplexityBot, ClaudeBot and OAI-SearchBot What each named AI crawler is, who runs it, the difference between training and search crawls, and how to spot them in your server logs. [Which AI crawlers read your site: GPTBot, PerplexityBot, ClaudeBot and OAI-SearchBot →](/guide/which-ai-crawlers-read-your-site/) scenario ### Why AI assistants recommend a competitor instead of you The usual causes, thin profile, no citable page, stale third-party data, how to check each one, and what to fix first. [Why AI assistants recommend a competitor instead of you →](/guide/why-ai-assistants-recommend-a-competitor/)